{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Numpy数组创建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 1. 按要求补全代码，创建一个全0一个全1的数组](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#9uKxU7GBRL7PWSt6QiQxBp) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "x0 shape: (2, 5)\n",
      "x0 content:\n",
      "[[1 1 1 1 1]\n",
      " [1 1 1 1 1]]\n",
      "\n",
      "x1 shape: (5, 2)\n",
      "x1 content:\n",
      "[[0 0]\n",
      " [0 0]\n",
      " [0 0]\n",
      " [0 0]\n",
      " [0 0]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 引入numpy数组\n",
    "import numpy as np\n",
    "# 构建 2行 5列 整型 numpy 全1数组 x0\n",
    "x0 = np.ones((2,5),dtype=int)\n",
    "# 构建 5行 2列 整型 numpy 全0数组 x1\n",
    "x1 = np.zeros((5,2),dtype=int)\n",
    "# 构建结果多行字符串\n",
    "# 针对x0,x1打印其结构和完整内容\n",
    "result=f'''\n",
    "x0 shape: {x0.shape}\n",
    "x0 content:\n",
    "{x0}\n",
    "\n",
    "x1 shape: {x1.shape}\n",
    "x1 content:\n",
    "{x1}\n",
    "'''\n",
    "# 打印字符串内容\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 2. 构建对角线矩阵并绘制出其对应的图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#3oRvXdVsrXPkTGvRAiYcFs) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 构建一个 100*100 的对角线为1其余为0的numpy数组\n",
    "x = np.eye(100)\n",
    "# 用plt绘制x对应的图像, 色彩模式为: 灰白，并显示出来\n",
    "plt.imshow(x, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 3. 绘制等差数列对应图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#q8mJrLJQ8Qs9obuB4EpctU) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  0   5  10  15  20  25  30  35  40  45  50  55  60  65  70  75  80  85\n",
      "  90  95 100 105 110 115 120 125 130 135 140 145 150 155 160 165 170 175\n",
      " 180 185 190 195 200 205 210 215 220 225 230 235 240 245 250 255]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAAdCAYAAAA3mG+VAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAA1ElEQVR4nO3cOw7CMBQAwRgluf+NzRGwEGCknamt5/yKlYuMOec8AICsx+4LAAD2EgMAECcGACBODABAnBgAgDgxAABxYgAA4sQAAMSdqwvHGEvrruv6yJrKrPN8/Qru+16a9et73LFn4bn+66wdexZmrXyrx7H2vXrfZr3LyQAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFiAADixAAAxC3/gXDO+c3rAAA2cTIAAHFiAADixAAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFP5IIKNza7zIcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 生成等差数列numpy数组，0≤范围≤255，步长: 5\n",
    "# 打印数组内容\n",
    "x=np.arange(0,256,5)\n",
    "print(x)\n",
    "# 用plt绘制x对应的图像\n",
    "# 注意: x 为一维列表无法显示成图像,所以要把x转化为一个二维列表: [x]即可\n",
    "plt.imshow([x], cmap='gray')\n",
    "plt.axis('off') #关闭图像本身的数值标尺\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 4. 绘制两种随机量对应的折线图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#sbEzwddvqqELZExFom79p2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 生成[0,50]范围内100个数字\n",
    "x=np.linspace(0,50,100)\n",
    "# 生成100个标准正态分布的随机数数组\n",
    "y1=np.random.randn(100)\n",
    "# 生成100个[0, 1)区间内的均匀分布的随机数\n",
    "y2=np.random.rand(100)\n",
    "# 把两个随机数叠加绘制出来\n",
    "plt.plot(x, y1) \n",
    "plt.plot(x, y2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 5. 绘制随机噪点图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#biU9r2mwmG77qYsHs1MUeE) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ZWtF5aKlK8miZTFsISuMOOuigNiYXSM7RLQyo/qWUzG0hKDml1PK4444rsbdEpQUx+WNv0cf2grRqdmkfzzflbbS4dv7S27dKXcmw51C22WabMscWm265TAktrx2tH9wWfdxxxy1zvHbOf9PmhXkPb2fJY/D1IkkPPfRQif2eoH0GpaN+brgmLr300hK73Tflnp988kmJeR79XND2nO0s3eL6+uuvL3Nu3y3V9cVcES26aRHt+ZTll1++zLlclcfPNU6LGJf9sq0nOXnmU9wOhL/V2/byb2lFw7yB53R4XviM9JYBUj1vbK/bC7JTCIIgCBryUgiCIAga8lIIgiAIGnrOKZCbcosJ2heTo3dd/xFHHFHmWJr/4Ycflti119RAe6tIqWqtv/322zJHDtX17eRbvV5AknbZZZcSu4aYVhueA5FqfQctPWh74b/no48+KnNs5UnrXbclYD0HS/f9PFFLzZyP5x94Xal5/v3vf19ib59IzpT5iFGjRvX7ubQo8RqNWWaZpczR9sKtsiXp1ltvbWNy487j8nvJS7MFrds8s80qc0de/yDVvI3nxaSuZYZz58xr0IbEj9FrCSTptNNOK/HMM89c4rfffruNaWfCNrhe6/LEE0+UOd4P3raUx8QakwcffLDEft/x/JOjv/baa9uYdSJ8Xm277bb9/u3SSy9dYtYPXXXVVW3MfIPn+aRa08BaFtYH7bPPPm18ySWXlDk+i5k38/ufz6dekJ1CEARB0JCXQhAEQdDQM33EEnSXlrHkn2X83jmInZko3yNF9O6777YxS/VdBih17TYclNR6mbl3/ZK6MjRacXjnLMo/uQ1359addtqpzHFr7VQHKR9aGFBC6K6dTsVIXemlb/cpm6Odxu67797GtFygBJKWGU49zTnnnGWOFISfC1qS0OXVLQ3222+/MkeJM8+FSzxfeeWVMkfpq1NTlOryt7sVCmXKpIAoXXQ7CspiKdt0uaHLa6Wu9YmvzVNOOaXf75S6jqUDubHy/j7wwAPbmO6llPK6NJm0IClSXjt3CibNw+52LsclTUXbGqd1+TwiHclObP7ZtMQgJeTPK8r2ufb8WcDnmrsES9JMM81UYqdqeT/0guwUgiAIgoa8FIIgCIKGvBSCIAiChp47r91///0ldgmkS8X6+luXZVL+STsKWgI4X8acAmVo/lnsVEYe1CVtLgmUurYWa621Vom9lJ9cP613XcJGDvXzzz8vsedPeA5paUAZmtuTszMWLSbcZuHRRx8tc+x65tYitKFmTodW4J5DoZyVXLnLBNlFi1yz5yq8k5rUtVCmvNXzK7TacG5cqrkwl7JK0scff1xiz1m98cYbZW7NNdcsMeW4ngsg301rF7dBp1Saa9wtVmiVQK788MMPL7FLuNl5zc+/VNfedtttV+Z4PbwTG/OU55xzTon5vd6Fkc8Jdi187rnn2piyZeZ8/Ht43/E68xiPPPLINmbLAJf1StUinb+d+UX/t1NMMUWZO/vss0vMjoH+bKPk3CW0/SE7hSAIgqAhL4UgCIKgIS+FIAiCoKHnnAJ50TPOOKON2TaPmme3bKDmlvpvfpZzqCyDX2mllUrsrTDZQpAl584NUntMa13aAXt7P+rK+XucE/Yyd6nbvtI54uOPP77MUZNO7ta1794aUurqvT1nQm078xyeN+Bv/T4Nt+eaaBdNuwDnsKmp91oPSbr77rvbmLbBnuuSur/99ddfb2Pnnfs6Rs/xsNaALU+9NSzXKa1daDHumnRaJTDn5nkDPw9S1w5hoFoDtt+klYXz8DxPnkOQqhWEW9pI3dyez9P+2i24pW6bSW9n++mnn5Y5rj3PUfHeZzvLqaaaqo1ZP0PrENaYuI07bbd5jt1ygrkW2pv4c4M1McwhsB7C8xHMJXlOpz9kpxAEQRA05KUQBEEQNPRMH7F7l3cRoiskt1wu/aOTptNDUldC6OX4lDXSddT/9tRTTy1z3GJ5TLkhS/Vph+DbZXczlLp2Dm7RQGdKbrVddkoHT3ZboiTVrUZY2k6JqsvSaA/A6+yOjKQrWG5PqaVvY0mDULbp59zpOan7W11+yM8ZOXJkiRdYYIESc5vuuPzyy0vsx+yyaqn7252mInXpUkRp4C567tgpdaWiLpl0p1+pKyf2604pOKWXpCTchZdScEot3VaBNBQpOZdw8jnBNU6K1ClV3qOkHJ3OIyVEabjTwy+++GKZ8+ec1P3tThHxPDnFzuOnTJax09t33HFHmfviiy9KzJIAp1TZodHtffpDdgpBEARBQ14KQRAEQUNeCkEQBEFDzzmFgWSbtHFeeOGFS+zW0y7/krpWFZRpum0ES9lpm+y2CuS3ye85t8nPmXvuuUtMHtE5yr333nvAv/3jH//Yxm7nK3V5drfTYIn/QgstVGJy5d5tiRLIN998s8TOQbJknjkfPxeU8rG7ndtsS1ViSFkgS/edz6cFNy27/ZjJ9bMbH2Wzvha9W5rUXbc+Tx6auSTn7LfZZpsyx/M0aNCgEvu6ZudBWot4joprnPyxW8LTAoNWD7T4cHkl7wfKpZ3PpwSSOTa3DuHfUr7K7mQusaX8kx3GPvvsszZ2q3upm8vwXAzzllyLzDsxn+qg/b3bZXPtUaLq0mmucdqGU2Z60kkntTHvB8qh+0J2CkEQBEFDXgpBEARBQ14KQRAEQUPP7TjZ8s0ti6kDHqjV4iKLLFLmyA26vliqpfDU9fOznNukHTa5QOeW+bls3zeQntr13FJXY+8Wv7RB5jG6/TKtNmhh4LkKqeqracnA6+G1B9T5b7bZZiW+66672phtV/lvaTPsnPByyy1X5mgd4vkK6rCp3ffaFuZlaH/AdpCux6d9t+eZpKpBZ76EuS+/dmxxylaLtJzwmgGuCbaK9fU2wQQTlDlah3h+i5p/2s0wb+PXY4MNNihzzEN5vRDt05lL8t/OPOWvf/3rEns9kFTvd9ZosIWrn/NxxhmnzLGGyZ9ltLGgRTdtVPyepmUMa0F8bfI60zrbzyNb5NKunzUOnm9knUgvyE4hCIIgaMhLIQiCIGjISyEIgiBo6LlOgdyg81rkV6lBd902bZCpo2U9gXOHbFVITtX9Z6iBpufNkCFD2ph+OeSAqdN2i27ynuSLL7zwwjbef//9yxz5b/cdok31tddeW2Lyx265zBoHzwtIlUtnHoC2yAPlXmjRzWP268M6C7YjdE038z/0EnKtO+sHnNuX6vmXpMcff7yNufZ4jr2G5ptvvilztLh23b/bgEvS0KFDS8xz7nk0+mzxnHpOgfy9W31L1bfnmGOOKXPkqXl/uE0162t4Lrw+gnka5iPuvffeNmYe48c//nGJWVvhORK2yOU5dat/1gvwGfTUU0+1sbeylKT33nuvxLwe/syhvxp93NyLirUFzCG6jxKt2Hn+3XtKqteD7YFpwd8XslMIgiAIGvJSCIIgCBp6po/mm2++ErtM8OCDDy5zLKV26sBLsKWuTJPbKN+me+m61JUbekx5ISkIP37KGim9pG3BsGHD2pgWyqRU3DaC2/ClllqqxG6zQGsK2kdzW+jbZ9JdtMt1O+bHHnuszNFmwUvsaRew5557ltipJqlahbsVsFQtC6Rq90vZHy0lvBscbYPdHkDqnje3NKC9CeV7o0eP7vP4pNpNUJIWW2yxNiZtQLkk5a1uLU96gpYGM888cxvTOv7rr78usf9WUrw/+clPSkxKwiWSlH+OO+64JXY7E1oyUA69xhprtDHvZ9KrlIe6VJlrjefY7zvKenmeXC7tXfCkLqVFGt3l6rTIIJXslDvt1Pm5TzzxRBtPP/30ZY7WJ7w/nAYlRUd6rC9kpxAEQRA05KUQBEEQNOSlEARBEDT0nFO44IILSnzAAQe0MfnvSy+9tMTOcT333HNlju3uKAt0aZZbz0pda90JJ5ywjbfeeusy5xI7qVolkI+kpJPSP+dNaQ1MTvi+++5rY1ooswzepZi0FKf9B3MkbvHB88J2o//1X//VxuSLCZezstUirZrZOtLzOrQLYEtKtyJgjop2Jm7zTMvk1VZbrcSUrLoU8IYbbihzzEc4r77zzjuXOZcxSvWcf5+slL/HY/LqvLf82jGfRTmo56hov0K+npJOt7GefPLJyxwlki4znXbaacsc8ytu607prreJlbpyUJciM09G7tz5fK5x3ktuAcKcAj+XdjNjxoxpY+bCeC133HHHNmZOjTkGfzYwf8hrx3Xw6KOPtjHzNssuu6y+D9kpBEEQBA15KQRBEAQNeSkEQRAEDT3nFN56660Su7aX+m62qHSeka38vL2g1LWEdq019ff8nhlmmKGNyX+ztN3rI1jv8P7775eYn+XcOe0DWB/hdhpsDUmu2bXJ38eZ0nLCLRvuuOOOMud5DanmI5gXYMtTtwkn5+625lKXI3YrAtpPMGfinD1tnanT9uvMdUlbYeYCPB/k1thS14rDuVrq72lX7Lkw5k9oP8Gcm+dXmKMiJ++5C+ZLyGF7Ds7tGKTumqcdiNcBjBgxosx5nk+qXDktF5jL8Nwea1f423fZZZcSe33Egw8+WOZor+51GcxVuH26VHl22uTTxoZ1L55f8VoVqZs38zofPnY9LyPVvAHbHbN1J/M4XuvFHC3PaV/ITiEIgiBoyEshCIIgaOiZPqLUzykJbvu4FfXtGztwUX7Ibkx+eNx2c8vlDoAsBecWa6+99mpj77wkVSdNqWuH4FI50mEuB5OkQYMGtTG394888ki/x/j3v/+9zFHuRtrNOznRAsBpKalaWVCyRtsIP8ek61gyT9dRd5vdcsstyxxtFbxbHCms//znPyV2KSnlwtzC77TTTiV2B1922GPnL7cloeyPcmKXxnIN0JGU69YdSmmncffdd/d7TKRmKJf07mmk4NyqRerSJGONNVa/c1wjLjOn9QbPk1vGkBah7N1dRaV6ffg84tpziafLa/k5/CxSWpNMMkmJN9lkkxL7s4AuqU5zSvVeo0yWlKlbxPDeoZx1IKdm2meQ7u4L2SkEQRAEDXkpBEEQBA15KQRBEAQNPecUaPc7++yztzG5QHK1Lqu7/vrr+52TunJQl1BRwknJl+cy3F5Z6vKvbnFNaSVL3fk9LvNi9zQeo0vLaEtN2w7vRsbOTG5PLHX5WLckZp6GMju3Y6ZdA2Wnbh9NOR7lbpRtuvTvgQceKHOUg7p8lVbA5NWd52VXOcp+3f5DqlbO5NldfitVe2yuJ3bzev7559uYkmC3hOHxS1Wmya5/blUhVUto5op4nlyey1wFrSsoc3R5Lu8d2ui7HQitsplP8fwc82ZuUyN17TQ83zjVVFOVuSuuuKLEfhyUuZP79791ea0kvfrqqyWm1b/bZTPHxvvQc2O89/0cSvX5yjyAd36UunkcX0+8rrTA6QvZKQRBEAQNeSkEQRAEDXkpBEEQBA0/+P4/+b9B/s+1sLQScM25JJ166qltTCsE1iVMMMEEJXb99wknnFDm2GLQ9fnkDZ2zlqp2me043Z5Y6rbvc4sDnpcNNtigxM4HMi/jVtmSdPbZZ7cxW3futttuJWbLU+f+2RaQsVs7v/3222WOPLvb9vKcsh2nH79U+Vc/PqnbdtW14t5yUqqWyVJtkUibDvKvXJueYzjvvPPKHHNhnp9gXsa5fUn6/PPP25j28Ntvv32Jyf37Z5EDZs2Mt6el3QRb3Xr+jlp91vHQztv5cVqB017DnwXk3A877LAS+zrgeuIa5/XwFqLk69lC17+Hx8taFq8foL0M61xYC+LWG7Tgp0W319fQjoXPMs8p8pnIc+zPV6naDtGih2uzL2SnEARBEDTkpRAEQRA09EwfDSSRpNSSW3h3N/WuWZK0yiqrDPi97jrqLoNS7Z4mVQsNunAO1MWJ7piUWpJi8WOiXJVUgUs8SR8dcsgh/X4PS/FJf/H3OWXHLS4lnk6/0HKBUkXfwtNmhFteyt0WWGCBNmapPi0/nD6iiyVpHrf4oCvtoosuWmLSPk6b8BySzhg+fHgb096AXc5caul0itSVE/Oz1lxzzTbm/cFz6tQBqQ7+dqdFeF1pD0JKwrsE8nrQnsUl3aQyaFHilCnvFT5jSLG4syspXa5jlwW73YfUtabx6+yuxlKXkqPFhMuLfb1LXbm3S19pRbP55puX2G1geA4pDadk2J+LvO69IDuFIAiCoCEvhSAIgqAhL4UgCIKgoeecgkvhpGoBQNCO2flucoG0VSBf6Va25OjY8c3tBLxjm9Tt2uYcNnMT5PBoxeFl87T3JTfoHdKYm6AVtcvFfvCDemnIV1LOuummm7YxbRUoyfPuWM5nS10Jm8e0AGDXM7f0kKR11lmnjcmD0rrZr7vbfUhdXtRlzFdeeWWZo7yYHbnc4uOII44oc7feemuJXZ7rNiKSNHTo0BJ7LoA225QEu320VNcxO2NxPfnvIY9O+wO3YqcMk538aD/j3eK23nrrMkeLBv89vFdob/Lxxx+3MSXmtMRgrtK5c1qJ0Fre55lr8XUpVZtt2oLTkpu27t61jbYczBm+8MILbczfRjuWccYZp43vueeeMsf7gzlD73JIyXYvyE4hCIIgaMhLIQiCIGjISyEIgiBo6Nk6m/yx687JD59xxhklnmOOOdrY21NK3fzDUUcdVeLDDz+8jalb9s+Vqs0teVBv1SlJL7/8cp/f0dfnMpfhrfKcU5S6NtxuYztixIgyR/7VcxmuE+fnSFVbLVUNNC0LyN26jQQtJagV9+XheQupm49wvl6quRfWWTB35Bwr2xiyxsS/h9fVW79KXRsS54yd45Vqi1l+z5gxY8oc/63XLXAN0LqCPLXnfGjFzjXi9TUrr7xymWOewHNHtBVh7QfvLa81Yq6ILSud6+fx8t/62mS9BvM0zCW5bcRSSy014Pd4zRLzn26XIdW1t91225U51iGxVsfXAW3zWYvzxhtvqD/QottrONjemHUWzDF4zYy3n5W691ZfyE4hCIIgaMhLIQiCIGjISyEIgiBo6LlOgT4l7iey1157lTnyVq7V599SQ0yu2bXY1GxTo+48KL2D6A/iunPqyMmrOz/Jz37wwQfLHHMv3qKS55Aabufdmdcg1+mW1lJtb8m2ktTqu+02rbKpsXffG7cJlrq2yNRw+7WmJw7zE85F0/+H9uqee+Hxev2JJE088cQldotr5m0I99pinQVbUrpGndeGttWszXF/o4MOOqjMsfbA24Ayh/PFF1+U2PNMzEFR+05Pn8kmm6yNmQs788wzS+xcOa8H8xzuN8WaGLYe9eeGVO9Dv45S1+PKbcW5/uln5HUKPA/MkbANrvta8V5ibZTn2G677bYyx2eBn0fWTfEZyfoavwdYz9ELslMIgiAIGvJSCIIgCBp6po+8dFqSlllmmTYmZUKpmUs+uQ1nByXKxbxMm9bG3pVNqrIu2uWSArrgggvamFQA5YaUnTqtMN1005W5p59+usRuobHkkkuWOe/EJFXZqW9pJWnxxRcvMS3HvXvXiSeeWOb4WU5F8TzRgsGtLdjdil2caJnuFtKkw7gOvNMXqT9uw/08OZ0idc8/6QCXPVKKzC5n3oFvww03LHMuS+bfUgZLO4onnnii32OktJKUo3cudCuKvo7RqT+XKUpdiTNljg5eOz4LfA3RToMSc18jbnkhdc8Luw+6NJP29rSUcErOreKlrjzaLXEo86VFunddlOp64vXwNS1V6SvpU8pZfV0/9thjZY73Halll+6OHDmyzNGqpi9kpxAEQRA05KUQBEEQNOSlEARBEDT0nFOgdbNLsbz0Xuq2SHT+mHykc/uSNHjw4BI7309Only5S+Voi0wprEvayA/Ttvqiiy4qsf89y97JCTvfSq6f8j23GKe0crPNNisxuXP/fbQwuOuuu0rsUkCeF543l9FRKkq7A8oCveWgc+5Sdx24FJM8OmWN/r1u5SB1zz9tI7777rs2/uc//1nmeN3dkoFyW1pNu105ZdaUcLokWJJefPHFNqb98gQTTFBiPxe8VuTz3ZqD7R+5nlzCKVXemteD69i5dNpC8FngEluucUpQKW3330eZL/NBbkvPPCVtU3wt0naHeRq2EPB8BK03+Fx0ax3eO7QZoazcQQkqLX18fXGN94LsFIIgCIKGvBSCIAiChrwUgiAIgoaecwq0td1pp53amPw2eVyvaWALTWp7yd87J0mNLXX+nveg/QQ1z54TYSn4FVdcUWLylxtssEEbk0f85ptvSuwa+0kmmaTMUUP//vvvtzE1zrQ+Zn7F2/dRA00rc69pID/Jz3WunNeVrQtpGe21FDPNNFOZ47XzmgZyzbT/9WOkBQbrN2gn4GAuibUg3hqT/Pajjz5aYtfc08aC1uv8t34P7LrrrmXu4YcfLrHnh2iJzmP09eTXvC/QQd/tQWjrzLyB51fI37MOxjn7s846q8yRR6f9jNdSMIfAa+e/h7UGPE+e7+L55vEzt+Q5oLPPPrvMsebB55mTYt7MbWvYwpi1UcxDeU3KxhtvrP8tslMIgiAIGvJSCIIgCBp67rzm2xmpOpYutNBCZc7L66XqNEi6iNub+++/v8QuC/w+t8AVV1yxjffZZ58yR0meU0bsHHfJJZeUmNJRtxqg3JDujVNPPXUbczvssjmpnkenqKSuDYFbbUhVmklnR8roXILHblCUZb799tv9HgOvFV07fdvurptSVybrFBfleTxP3mmKXaecMpG6lgBuH0BagRSpX/fvk+M6BeF0qdSVldIqwaknpzWlruWH21OQZuOamGqqqdqYNi90vCXtNuecc7YxJY+kakaNGtXGdBFde+21S+znhvQKqRl20XvllVfamM8R3ofTTjttG++5555ljq6vvvYmnXTSMsff7u7KUl1/lPnS9mWllVZqY9K0/K1+X/K5R+sQrpkvv/yy3891q43+kJ1CEARB0JCXQhAEQdCQl0IQBEHQ0HNOgfYB3tWJMkxKL53Dc15N6socZ5111hK/+eabbczOTLTEXXXVVdt4zTXXLHPME+y+++5tTHuGCSecsMTkj12uR6nlVlttVWLn/2j9TQ7eZWpePi9VjlTq/h636Ha7canLnbt0lBwjz79bC9CGl5bpp59+uvrDfffdV2LK6pzP9zyG1JUJeucs8qujR48uMaWYzs8yn0WJ6m677dbGLvmVpGuuuabEfo5pC/F994dLCGmzQMmz5w1oyc2cwg9/+MM2pk0NLRhozbHOOuu0Ma8zpcd+r9GO/KOPPiqxf5bn26RuToGW0J7X8fyCNHCHtC233LLMkaN3CTfzD88//3yJ+cxxm3TmUnl/+3py3l/qPje8qyStQjxXJEnzzz9/if3+oDSfz42+kJ1CEARB0JCXQhAEQdCQl0IQBEHQ0LPNBfXSbrvwwQcflDnq+r1U3O1jpS7fTf2687FuhSB17Q88p8D8A4/fW3ny+MkFsizedefMN3j9hlRrGmgXMPPMM5fYuWZyl7T7PfXUU0vsv51acWrQnWekDTI16K6npubfLbilan8tVR06edwhQ4aU2M8F22+OP/74JXb7ZdodUCvOz3JOlTYL1113XYk9X0QtOGsp3J6CNSbMPzhfL9X2kGx5yt/u5+3mm28uc7SI8TXPehS2XXWLdB4T24uybabX/NBWhOfU8zZclzwG2tJ7W1y32ZG619LzHKxzYe7I651YZ8S6HdZk+WexhoHtRt0ux+tApO7zyu3Ut9122zJHe5P999+/xG4hQwuiXpCdQhAEQdCQl0IQBEHQ0DN95PYAUt2Wk8YhteEUC7eI3PpQIum2BYccckiZ4xbenVBJQ7ErlVMd3Eq7tYZUqRmpSsAo1SVF5J3lWDJPasOtB0hDUVZ38cUXl9hltOy2ROrAS9+dipGkP//5zyV2iSGllaSeeN7cFZKUwzTTTFNip+QooyON4HJdSoIHsj6Ranc7/ltSXG4pQUdbnic/x6QfSZMMHz68xC7F3GKLLcrcQB3RSBOyc5lLVEkL0nmTsdMxtDOhE6q7vrrsUuquL5d48l6nOt5l1lJ1Z6V8lZ38/NqRZiMF5JQinzEbbbRRiUk1u6yZ9+S8885bYv99dEUl9efPBlJwvM9IT7okndY6PKd9ITuFIAiCoCEvhSAIgqAhL4UgCIKgoWebC3bKcv7+scceK3O0mHDulrkJWipTsuqyOnKQp5xySomde2bZO2Vobm2xxBJLlDlKwCgL9O+dfPLJyxzzBN7FzbuYSdI999xTYrdCpmUBO0AxP+E8L3MtLL93CeGgQYPKHG2fXVJL7pI2ESyh9+tO+wmuA8/5kJtlPshzOpQp8xyTq3U7Y+Z/eC78nNOamXkm57R5P9x9990lpvWGW2mzaxttLr799ts2Zk5hk002KbFbnV977bVljp38eI4998ecoduESzVHQotx5/alKrumhTg70m244YYl9vwirxWtQ9wagh0C2UnR8zhuQS9JDzzwQIn5LHDwWj355JMl9vtwjjnmKHPsxObyWx4T5biUnfr9TWsadmXsC9kpBEEQBA15KQRBEAQNeSkEQRAEDT3nFGi163wg7bDJpbmulnp7t7CWupbK3u6OGuGXXnqpxIcddlgb04KY/Ldzqmzh6HbdUlf7fvLJJ7cx7TNYE+CW17QLoO2zl9jTKoSWGIT/BlrpsizeNem0CScn7Dbh1Kczd8TSfbd+GDNmTJl76KGHSuwcMGsAaAHgGnXmOZh7mX322Uvs1uCe7+HxSjVPwPXPvIcfB+s3aD3NOh5vdctc0nnnnVdir7+hBQP16+utt14b05qZOQVyzf57aPPMvIff/6uvvnqZ22WXXUrs98O+++5b5ljzQ32+W2/QSp42MF4vwfXD/KjfA1999VWZ4zn+wx/+UOILL7ywjdkallYu3hKVzzLmR31t0jbFbbWlWgsl1XuNuSTm3PpCdgpBEARBQ14KQRAEQUNeCkEQBEFDz95H5Linn376NnbfGqnLPXvNAP1myH9TY+8cMHXw5Mqdg2SLTbeilSofTq8a6rDZHtI5SLeWlrqcvOvb6dfiLU2lmnNg606vYZC6HLd/Fr1e2L7POWBqq9k+0X2UqBvneXI7csaDBw8uc+RmPY9AzpfHdNNNN7Xx2muvXebok0RvLW+VSa6cNtxeQ3PwwQeXuTPOOKPE3vryqaeeKnPkmpmDc/6bnLzfZ1K9D3n+6W/k55G+Veeee26JWS/k/lKs0eB58jwg80w8T67PZ66Ox8R6D495nZnj8e+hxTtrD9wPi5p/1jfxe9zi/kc/+lGZYwtaX+O8zm4zL9UaJh4D/ZhY8+DPJ66JXpCdQhAEQdCQl0IQBEHQ0DN9ROpmu+22a+NPP/20zP3ud78rsdvEctu0/PLLl5il7971zGkDqbtVdcpo6aWXLnO07HZLYspKKZ+kza3bYHg5utSlqVyGxs+lzYLPk5IbNmxYiWkH4ha5bo0tda2o/bMnmmiiMsctvct8Sddxe+9rQqrl+LR6IJ3h9AwtrN2uQap0JGlCl9BKXZtktySn/JkyWe8iRpkpLa7dtoPnlMfI3+MyVNpN8N5y6oBSRXYxdIqFHcVIZe64444ldht3Sjpp0e1yaK5TWm+4RJLPFLdUkbrrwJ8dpHxJUw3UDY4y2YcffriNnTaTur+VFiW33nprGzs1KXXpYZevcp2yS5uvUz7L2GWOFLZTzXyO9ILsFIIgCIKGvBSCIAiChrwUgiAIgoaebS6+++67EjtHz7ZzbMnnvJtbF0uVs5a6/KXnDchBDh06tMTrrLNOG1OqSFtetwMmJ0cZI3lFPybmBSiVcy53gQUWKHOnn356iZ2bdU5X6nLNe+21V4k9j8PzxOuxxhprtDFtICgndq6cVgLMa3jbVanK6sivsvzeJba0MKDtyH777dfG5FuZJyB8rbLFJi3UN9tsszbmbUI78kknnbSNmYPimmDebM899+xzLFXJI4+D1uvMZ/nv43nhfTfPPPOU2GW03lZV6vLufh/S5tnlnlJt7cm8DKW8tDvxa8dnDiXcnnNgXokSYT8XtN5g7sXzD1KVt3KN0Lbdcwq0FaEc163A2b6Vcm5K0P054xYqknT11Vfr+5CdQhAEQdCQl0IQBEHQkJdCEARB0NBzToE1Ac6/0i6aZfDO75FPdT2u1C3Lds6evDrbEfo8dfHkOt0igNYU5Expa+sW0W4DIVVbDqnWDFCfPs4445TYdf/77LNPmeM55Tl3nTPtlmmX6xwrOVLWXZx00klt7LUdUrfmhPUenh8iP8w8jlsWkyMl3+pWBLS7ptUGNenO7/O30sLgiSeeaGPaFdMG3W0imH/z3ITUbenoOnr+W1ocHHfccW3M+4FWHG6RwbwG1x65Z88XsQaAecGpp566jQ8//PAyx3acfp29lkDqWuCw1arXybAdLa+l15W41b3UvZf83DBXxDoL5hjc2oK/hzkSzzWxBmPUqFEldosM5ploGcN8kedT+WxjbVFfyE4hCIIgaMhLIQiCIGjo2eaC8jeXLnI7zG5Fzz//fBtzO8btDd1AfXtG+SG3xG6dcO+995a5nXfeucROH5EucrmqJM0333wldspi7LHre5Wd5HyrzdJ274wl1Y51dGukoye3ge6ySOqJ9gdO5VD6SisRv15Op0jd7f0XX3xR4oHkrPx9bonx4Ycfljk6uS6zzDJtTMkmKbojjjiixH4e6VZKiwaXydJWwTvFSfW8sasWXV65/fd1PNdcc5U5l3Dys9gxkOvJ/5bOmrPNNpsGgnfnc6m31O3itsoqq7QxLRh4P7gkcuTIkWWO1PFA9hSrrrpqmaM82ulu0p6kuHzNPPPMM2WOzytKq932wtelJI0ePbrEfr+QgnPrHKk+y7heKOX1bnxSpRV5j/aC7BSCIAiChrwUgiAIgoa8FIIgCIKGnnMKtHpwOah3PJO6NtWvvPJKG5Mfu+yyy0pMWZfLKVmCTq7ZpWfkKylV9FwF7Q423njjEtO2wPlkWki4DbJUuUHK2Wgpsffee7cxu6UtuuiiJZ5xxhlL7LJN5hCYp/HcBblY5k+cF+Vvo5yYMk3n4SmhZacpt0M46KCDytw222xTYrcL4DExH0Su1u01uPbInbtskHbYfgxSlUBTvu35Eqmb73IefpFFFilzlIO6vJXH4NYIUs1h8W+ZB+R683lKsmkh88ILL7QxJcLML3oXNHZzHDRoUIlpyeBr5Ntvvy1zlG3OPPPMbUz5M3+rc/K0h6fl+Iorrlhil5zz/ua182cBc1TMMbhVBa/V66+/XmLKpf2YeJ/1guwUgiAIgoa8FIIgCIKGvBSCIAiChp5zCrSpdutm2jhTb+w8Lrm/M888s8Tkyt0GmsdA+wPnZune4TYEUrUL4Heuu+66Jd5hhx1K7NbO5ExpNUA7AQfP01hjjdXG1DhTk842jd7ykXwlayk8T8MaDeYYXBtOm23q1clf+nHQKpsWDa5nd2tsqVptSJUjpmWBc9ZSl9f1tUqLceri77zzzjZmq8Utt9yyxJ4zYV6AbT69xaxU1zUtrSeccMIS+7U75JBDyhzzTt6GlVw461zIs59//vlt7K1epW6NhucUN9xwwzLHPIfn72h/7XUhUreWwi0/PC8mddtkup0GW8yydsXzUm+99VaZo224Pzek2kLU71+pWy/k1hW8z2ir73ka2mV4vkTq1pB5bQXzcb0gO4UgCIKgIS+FIAiCoKFn+ojdr1weRipjgw02KLFL8CaYYIIyR+sHyrr8s+n2ya2ex+yexnL1K664oo1Je1C+6hIvqW7XWGLuHdCkKqtjB6g99tijxC6JpFyStBt/n9t2kO5iRzTfjpL+4vc4/eJbcqnbIY30i1s2UNbIc+zWFsstt1yZo0TVrTlon0GJ8PXXX19i/73uIip16SSnCkgf0V3WZczTTDPNgH/rVJ9U1xOvBykhd+H9xS9+UeYow/YOXS7BlrrSUXYJ83uWf0uZpst+L7/88jLH+8OpG7e/kbrSUUovnfKiVcW7775bYqeTSDOTqnGXUa7/ueeeu8RDhgwpsduQ8DlIitQpbEr8SQH5OSddd8EFF5SYMnI/b1z/XDN9ITuFIAiCoCEvhSAIgqAhL4UgCIKgoefOa5SWuR2FdyKTujyWS8toTUubZHKozr15NyWpy/+5pSzzGuTSjjrqqDYmZ3rDDTeUmBbLa6yxRhvT0oNdntz6gXJVcqjOg/JzaYFLi48xY8b0+TlS1/bCeV1y5TvuuGOJvTSfXamYq6DNhUtu2dmLvLTbC7ArFS25XcbMnBSvJeWgU045ZRtT0kn5qnPE5ID5uW6FQvntpJNOWmLmwvwasJugSx6lao/N/Bu5crfbYE6BMmxauay11lptTDsK8uyemyGPzhyD5xF++MMf9jsndTvwue05cwrMN7pdtktBpa481yWrfBwyF8a8gVtQULLN56DLpSmTZWdIl0OzuyOvB63a3facVjq8h/tCdgpBEARBQ14KQRAEQUNeCkEQBEFDz3UKt956a4ndHoGl7eSw3Q6BvBvzEdTcuu0wWwqy/Z1/NvMAbInonD115LR5Zj7F21nSFpn1BR7TvsH10VLlzr3MXeraNyyxxBIlHj58eBtvuummZY7l926lTcuF7777rsRuUcw6iznmmKPEtErw+gI/PqnmZaTK0bs9g9S1P/Camc8++6zM0ZaA3+t5Ha41nifneVmTQU54nnnmaWPaXLBlKHnd7bbbro3ZDpW5AK/DePTRR8sc/63XTjCnxjVP3t0tSsjt85z7WqVt+C233FLiqaeeuo1ZhzBQ7k6qlivMO7E+yD+Ltha0Efe6mIUXXrjMLb/88iWmTbW3UmWOk7kkP09sQ8x8is/zeco1wTysW4mceuqpZY5W830hO4UgCIKgIS+FIAiCoCEvhSAIgqCh55wCuakXX3yxjcnDrbrqqiX2/MPFF19c5qjlZftE1+BS/01+b+utt25jtlakht6Pg1bZ7i8jdbln59Z5TMxHeItBb0sqdbX7zkVTc06vINdsS9Vam3kB+sK4zp+5C1qZe43J22+/XeaoQSd/7zp0+kvRUtyvu/s4SV3vqUMPPbSNn3vuuTJHvpgab8+RkINn21JfM9SvUyfveSfeD/xb8t+e12GegOfcMf/885eYdTyer+M6ZS6JXlpuDf6nP/2pzDFv4ODfrr766iX2ehrWmLAehbkkz+UxF8mcyYgRI9qYPDrXuPs80duIuTvmBf04WMvCdfvrX/+6jek1xbyN1zDRS4v5FNZd+HljTqcXZKcQBEEQNOSlEARBEDT0bHPhVtNSpSQol/RtkiQNGzasjSmfIl20+eabl9hpFG5b2U1t8sknb2PaOFPm6Ja3pJrcLkOqVs1SlbuRfuF58s9y2kPqUkD+W9kZi1Je0i9OU1Hqt8oqq5TYLaEpM2WXM6dfWOJP+mjUqFEldtsIHi/XwUQTTdTGLu+U6rWSqgzQ5XdStSqXulJqX+6k1Wh74etrlllmKXPsWOeyRnbcom0KKS5f86Q5uWa8yxmtXPhbnY5xearUle6SPnIpJmlOHpNLbGlzzseL00l8TpB25nry+5D26lwjLl+nhJYSVe8AR5ttypQp93a6z+mtvuAWIP6skroUkK89WuzzHp1ppplK7NYcfL5SQt8XslMIgiAIGvJSCIIgCBryUgiCIAgaes4puB2rJK2//vptvPbaa5c52h24JQClV8wLkL/3lo60miZ/6ZLO8847r8xRrudcG0v+yc1SJuh2ueTGKcv09orHH398mXNun59F7pI21W6NIEmDBw9uY2/DKHXPqdtreL5H6uYNXD5JHp3l9rTsdi6XbVhpYeBc5+OPPz7gMXlO56WXXipz5KmHDh3a7/fSbpmy69NPP72Nmf8hB+/X54knnihzzHtQDuq26LSedgtrxrTVpizTbeldWix1pa6UZbvskXka2oYvvfTSbcx7xa2+pZoLILdPa3lKMT3/Rbmq23JINbdHq2/+Vr9Hmc/idWZuxh+fbLO62WabldhbGDOfxRYC3nKTeQFeO/9cqeZX/Lkgde3W+0J2CkEQBEFDXgpBEARBQ14KQRAEQUPPNhfk4VyLTWtplpX7PC2HJ5xwwhK/9957JXbO+OWXXy5zbCnorSN5DOR5XXfO4yc3PnLkyBJ/9dVXbUzbDlp0O1/56quvljnmFFwvzeOlzp9ad9dXjz12fddvsskmJXY9PvM/rI/wv913333LHPlJWgS4dTDtP8jVOq8+88wzlzlvTSjVuotLLrmkzNG6gnkc57hZT8Dz5HkE1p/wWrqFCXMVbqMgdXXlvp5YE+C5O0m65557+j3+Y489tsRud8J75+mnny7xNddcU2LPz/Ec77DDDiV2Pp9W07R+8LoX2kV7/lDqPiv8XmKbSbb29DoAb70rdW3Q77rrrjZ2ewypWudIXesKz6fQUoL2OJ5DYR6A+RNvj0qb7b333rvEfAZ53RWfI70gO4UgCIKgIS+FIAiCoKFn+ojbTy/ppt0BS/VdQkUqhltgOmRuv/32bUxZHT/Lt3aU8vl2TKoOqyeccEKZY6cslqC71QC3drvvvnuJXYLHTmXcsjt1s+yyy5a5gZxapbrtpXMo6SSnFdxdVepeO+8mRQkhO98tvvjiJfbudpQ0kyZ0eoy2EJTN+vmnLJPyT8qlnTahXQNpq/PPP7+NvXugJN19990ldqqJn0MrFMo23XmTckNKL90ZlZYw7gArVWniW2+9VeacqpS6VKCvEUq/2THQadtdd921zFEO6pQipcekUOhm6hJoSrK5Zrxr3vTTT1/maInh64vSb0pqSUV5NzhKwZ955pkS+/3CTneUr/oxuq2LVB2qpS4d6cfsLtPSwA63/4PsFIIgCIKGvBSCIAiChrwUgiAIgoaecwos795www3bmDw0uUHnrWnZS3tc8ohuCU07bMon3SaCfCvzEW53cNZZZ5U5WjJQoupdrCg/dGmlVPMt7AJGOejtt9/exkceeWSZo4yOnKpbSlBGx5zIeOON18bkJ5lfcctx5kvcnljqyg99jVDGSK7fcwG8rizzp2zQQW6cEk+Xh7ITHvMGngNyywupuybcztg5dqkrK6Ws0e8Jdh/jOfVr4HYrUpfPP+aYY9qYfDf/7dFHH11il/Iy/zN69OgSe36OUmO3cZaqzJR5MebneH3cXp22EMw7uWx56qmnLnO0QvE1Q3n6QJJaqV5r5l35e1x6zO/xjnRSzc8xv8iOk7TEcXty5vJ6QXYKQRAEQUNeCkEQBEFDXgpBEARBQ885BVqwOk/nmmCpclpS5bzuuOOOMnfaaaeVmFrrN998s42nnHLKMufcviRNPPHEbcxye1ofu4aYOmy2ZeTvc0sJWkBTN+/cLHX91Co7V0gd/I477lhi1oZ43ob6e147z2XQQoJWFc6ds4aEZf20LPFaFmq2yWF7HQm5ZLq7X3bZZW1Mfpj8KzlVt0eYc845+z0GqVolMJ/i1tJStde4/vrryxxzJOSll1hiiTZmjQxtCvz3cf3w2rlGnbUrtFlwWwup1nMw9+XWDlJtC8p78oEHHiixf9ZSSy014PGzza8/O/jcYO2E21jTOt5tqaW6nlZYYYUyx/ubbTQ9VznrrLOWOeZMvE0uW2qypYDnbWgPzzoLt7eXqiURWxP0guwUgiAIgoa8FIIgCIKGnukjtyyQpAUWWKCNWaLNLZZvKSlJpXyPElXfclHuRkro5JNPbmPSOLRzGKgDES0l2NHKpX5OJUld6aLTYZTbOt0lVUsJtwOQqsRO6spOfSvOLTCpDy/NZ9k+r7OX0LPkn53K6Ezr7o177LFHmfvTn/5UYt/Cu2ul1N2Wu2R44YUXLnOkmigTdLqM1ghu7SBVmoESYF9rUr3OXHvsKEa45HbVVVctc3SX9Y6ClOqeccYZJXYZKjuKURJJ+si7w5GCcLpLqrJmnhe6l7o8mveVS5ileu9LlfKiay0tM9zmxp1lpS5V41Qguzsy9ueeVClV0oZjjTVWif3Z5xJyqStFdkdYduqjhQ9pXKdUKW1n+UBfyE4hCIIgaMhLIQiCIGjISyEIgiBo6DmnQG7Ky7Bnn332MkdbhZVWWqmNp5hiijL32muvlZhc/6efftrGLG1n+b3LUGkRe+utt5bY+T5aGV900UUlpszR7XU5R+mfWxq4TE6qtuBS7cTGzl6UNbILmsvUyB+z3N4tJlhez25wfi54/LT+pj2IHwdtzilvdRkdu8xRmujSZHYEZOc1Whx4vouyZcqlnR+nxQq7/rlsmbJMcvC0VXHbDkogeZ3dDoT8tt9nUuWWeUzklpmLcf6eXdqYN/BrQEkt840u0eZ6YZ6D0teHHnqojSlbZh7T7dUp2aTV9NChQ/v9XOaDmDfw5wzl9Mxj+u+jnTelu26/TvtrSnn5/HVblY8//lj/W2SnEARBEDTkpRAEQRA05KUQBEEQNIz13yQT+wGtp13XTFsL6qWd76bumtYP1OC61p16e/L5rt133bvUzUe4FQTtrmnNTEsA10izRSVrJ9yq+eGHHy5zm2yySYnd/pefQ122W0hI0vPPP9/G5MbJNTsnT7toWnz4MZEv5jGR33cul5YSrHHw+gHPI0nd2havrfAWjVKX86VG3etgqINfbbXVSuw1DtTQ8/y7LQnrNXjdyVN7voKac/L3fkzMPxx++OEl9nPqFvTSwLUGUuXKnZ+Xuves52aYB2AO0duL7r333mWO69TraSRpscUWa2OuW7fVluo9zPwJ72e3XGFNBi1JOO+5AdYlMPbfu+WWW5Y55m38nLOdLms/WMPk+UjmS/faay99H7JTCIIgCBryUgiCIAga8lIIgiAIGnrOKbB+4NJLL21jat3pN+O6YLaVJL9KXtT17YcddliZ83yDVPk+ehLRetp15dT177TTTiV2HxKp8sfUEJPDc86RFta0j/aaBrbYo66ZnKR7qbDWwLXtUuV1yWX6nFQtfHlOyUuTD3fLYtYpkKN3vyD6wJDDdp02/aPY6pLf8+yzz7YxPa5mmWWWEr/11lttzPXDGgf38dlmm23K3G9/+9sS0wLebcXZapH2y26lzd9KG3TPLTHXwhwPc0meL+Iacftxqfplka9nPsJBrpz217TH9rwg84usPfCWwKwxoW+Y+3Dx/mX9A224B/ISoo+VtzSm9xFrHLyeg3Vfvi6lrrW/13PwueE5zv6QnUIQBEHQkJdCEARB0NCzzcX8889fYreNoHySclDf1lKeR2qDFstup8GOSdwK+badElT+rW+nvbuY1N1aU87nXZN+/vOfl7ldd91V/WGfffYpMa3A3RZ5t912K3OUVnq3K6n+HsrmuL10uwpaldN+wm07/v3vf5e5ueaaq8Sk81wyOf7445c576gnVcqLFiXc/rt0kdeV13KjjTYqsV8vWolQ4uz0C2WmXIvede7dd98tc+zSRsuJr776qs/v7OuY3FqEthCkUJyK3WKLLcocrcDZNc/v2c0337zM0Wbb7w/ayfBz3dqCHd3YAZHnzZ8Fxx57bJkjZe3WKOxSSJsRlyLTzofHQOrGqU2uiZ/97GcldguNRx55pMzRHsftKUhhUfLP6+H3O23oe0F2CkEQBEFDXgpBEARBQ14KQRAEQUPPklSWoLu9g1v0Sl2u1jkxyrTYapHyPZdmzT333GXupZdeKrFzbeTvaWXh/CvtJmgfwH/rdsZsK0lJ3n777dfGzAvQEsCtBshHMq/Bc+62HZRh0sLApX60qabc0G1HKBl0WbLUtUF33poyTLaS9FaftEK5/fbbS+zXmTz0119/XeInn3yyxG6VwLwG5ZPOx5L/5nV2SSo5a1o9nHDCCSV2iTNzCuuss06J/b7jvUT4OWae4+qrry6xWzVL0hxzzNHGtJP+/PPPS+x2IcwhsD2ty4n/8pe/lDnmTygVdxt0yp+55v0ZxDwB27B6foJSY947vGfdBmPnnXcuc8wL+j3ANp/zzjtvif16sQ2ut1mVuvYzngNi7sJb/vaH7BSCIAiChrwUgiAIgoa8FIIgCIKGnusUqN13vS61u+QVXQdMLtk5XqmrP/Z6A9YeLLzwwv1+FvlitpJ8++2325j2y7R1dh25VDlVHu9yyy1XYuf+mbtgq0LPG7BV54UXXlhi1il43oPaZP52r49grQFL6r3mhCX+5LuZY3Bemnw9uU3/7ayH+O6770rsViknnnhimWMuhm0O/TzxHFPv7fYmbIs5fPjwfr+XeTLWXaywwgolvu+++9qYFgy0SfacDzl42mu4dbnblUhdXpp2Gp7XYU6EdQt+f9x8881lznOCUl1DrIlh3oMWDW49zetOm2q3JXFbeanbJtOvO/OHnu+RpAcffLDEfr+zTSZznn5Ovy+f4muGdS20JPG8pVSfv3zm9ILsFIIgCIKGvBSCIAiChp7pI7r6OS3CbmmUlXoJN6Vw7lopdW0wfFtFSeT6669f4vPPP7+NSTlQSuYxj4FbOdIvLmel++RHH31UYpe30oaAW1F3jOX23p0opa6U1G0i6F5KCaTTbqRxuA13meljjz1W5r5vW+4yQUr7XMIp1e5R3C5TIuyf5W6YUve8UGLo64vut3QCdssSSgYpgXQKgtYh7mwqdelIp0UpCXYZplR/Ly1WSBU4jeVOrH2B1jQuQ2W3LnY5O/DAA9uYNheUbLt8kp3V2MmP1Kzb6fBvaUfhnfHcNVTqUowut+eadmdTqSuFdckzKWu62Pp9590oJemcc84psVvVsBMh729eH7c3ITVOKWxfyE4hCIIgaMhLIQiCIGjISyEIgiBo6DmnQAsD58cow6REyjtpsVMZpX1Dhgwp8VNPPdXG5ItpneByPsq2KLV0C1/K8Wgz7JJaqeZIaAFA6aJznW79K3XloC4pdJmi1M2RUP7p54k21cwbeI6Esj9+rnPR5MrJZbK7mvPH/NwRI0aU2KV/s88+e5kj3+25JF5nypTJ33te6r333itzzBu4bJA5tYG4cnYXfPzxx0vMTnJ+HMzb0DZ55ZVXbmP+Vq4ZX/OUtrKrGbuguQ068z/k3W+66aY2vuSSS8oc+XvPldEuY4EFFigx84AusSUnT/gx00592LBhJfYcCfNMBxxwQIkpqffjOOWUU8ocbTpcrkvbIFr4uAyYeTPaabB1gT9Dv88KpS9kpxAEQRA05KUQBEEQNOSlEARBEDT0bJ1Nm4WtttqqjVlbQM7L+fsZZ5yxzDEmp+c8HPl62mm4Vp+t8dxyWKoWDOTCmfegTt4tMshZUxPtPDU156xT8DJ+apOpDWeZvHP0tG4m9+8aaGqet9xyyxIPHjy4jWl3QF6XrVVdI832j2yf6DbDM8wwQ5m76KKLSuytCmeZZZYy57UqUuXgpWrlTFttasW99SVzR7zufs5p08FrSbtv5icctFxx7pnr6corryyxn2PW0xxzzDEldm07j2m++eYrc7RRcXsH1mQw7+f1NtTQM9fy6KOP9hvTcoVtWT3vRPtu5hi8ToS5R3Ly/tyTai6GOU/mWv2eZd0Ic3ueh2WdFHMXTz/9dIm9Zob3tz+L+0N2CkEQBEFDXgpBEARBQ8/0EbeqL7zwQhuvu+66ZY7SMt+K0kmQskDaIbjlxLffflvmaDXg0lFK8Oh26BJPygBJk3Br51QHXRW51XN3StpnsDR/zJgxbUxqbPfddy8xOyq5FJBun7QL8C0xJcBOjUnVyZXUGLuc0f3TZZrshMff7hJIUk2kRfx7SG1Q5kvrgXfeeaeNubUmbeh0Hj/n5JNPLrE7Bbt0UpJ22GGHAWOnvEhtkLZ1CxBaYhx99NEldqdQUnukReaff/4SDx06tI2/+eabMkcrF7dR8U5kUnXklaq0/a9//WuZo3yVliv+nKFMlmvE6bJNN920zDF22oryZ65F3sN+35EK/+lPf1pif145PSRVqxCp0oak1GkDw2eo02ULLrhgmWMXw76QnUIQBEHQkJdCEARB0JCXQhAEQdDQs83FeuutV2LvqEROyy2HpcqrMw9AOR6lcd6Ry/MYUpcTdj6TMlJ2bXPrAcrZ/DulrhW45zYowaNlhndIW3vttcsc/62fY1plU4JKqZ8fE6V+5PP9+rgFel8488wz29jtPaRuXoPySbddoKUBudvDDjusjcm3kg93jpv2AOTkKX29884725gWBuSwTzrppDZm3owSVbc/2Gmnncoc8zSe15Cke+65p41p4/7qq6+W2PNZlLrS5tkltr/61a/KnP82qSvb9PVE+SeP0blzSl0pcXY5rncik7pyYnZmO+OMM9r47LPPLnO0xPDObPwcXveJJ564jWm/wlwqZdguv2eeibJlv16UCLOLoa8n5gFoB3/kkUeW2NcMz0svyE4hCIIgaMhLIQiCIGjISyEIgiBo6LlOwfXqkrT99tu3MTlGWiy7lTa5ZLasI5fu9QbXXXddmWPrP+ckqfMnX+mae+qj+T2uQZekv//9721MzpS2vG6Hfd5555U5auz9t7PVKLl/apf9mMijs7TdOXmvjZCkNddcs8Ruw/3JJ5+UOerkaRPhNRBsw7r66quX2K2paQPBPM14443XxtR3U0dOC4CjjjqqjanNp5201ykwn0U7ctf90+6ArSN5zF6LwLU488wzl9jrfGiRThtxz7d4e0pJuvHGG/v9XKlaxpD7pw26W0PQqoK2814vxPofPop4Hp37Z97yjjvuKLHz7LyfmU9x25RDDz20zLklvdRtgep5QOYbJplkkhJ7zcY//vGPMscciedp3W5F6taCsK2p50WYv2ItTl/ITiEIgiBoyEshCIIgaMhLIQiCIGjouU6BGnXnpujLQ82z1whQL00PHNZDeKs/6n7pIeM6YPLQzGW4X4tbSUtdHnfJJZcs8SabbNLG9E2iRbfnLqg5n3POOUvsOnnmBfg99Ha64YYb2ph+J25/LVVvHuaKZp111hJ73mDSSSctc6xLIC/qeQR6QpH799/rtuZ9HZPbopO3Ze0Hr4cfI3MtXOP+2cx1sfbA1y3zP8wd8Tw5J+z1GlK3ta3X5tCXZ6AaIF6rl156qcSrrLJKiV3LTz8pzzdItU6BrUfZmtTXEL2yeJ6YB/T7bo899ihztCv3tp/uwSVJM800U4n9mG+55ZYyx7wZ8wZeD8FjYH2B53x4DGw/4C2BWYvDa8nz5GuTvlW9IDuFIAiCoCEvhSAIgqChZ/qIpe4uveTWkzJHl9yR2ph99tlLTDmrywZJ41B2uthii7UxOxtR5ujH6N2TJOn9998vMbeULnfjdp92FE4JPfDAA2WO9hpuieu2x30dPykI/15uJ92WWqrbXJbbzzbbbCV2i2LaZ5CqcesTqf4GSvAmn3zyErv1MdeT2xNL0uKLL97GtF+mBJWWGf49r7/+epnjZ5F6cvC3eoc9dskj5UDrAZdXUi5JG3Sn2TbffPMyRzmrHwe7mNF2hFYQTuXQ4oP0mK9x/lZSvG6rT7kku+RRMux063TTTVfmuOb9fuGcd3OUpEUXXbSN2fWPEm3Cn1e0yGDnNZfyDh8+vMy5lb9Un4tcT4x/85vflNjvdz5jekF2CkEQBEFDXgpBEARBQ14KQRAEQUPPNhcstXZrV1oYuNyT8V577VXmWPLvNgSSdNddd7UxbZHJDTrPPssss5Q5yg297J85BErY3NpYqtIycvvk2d0OhOeFNgVuE0EpnJfi93XMnuMhX3zbbbeV2HlS8tCU0bm0l7+N5fVcI85nUtLp7R6lyouSm2V+xaWJbk0udfM/Cy+8cIk9b+NrS+raKricj3bYzG95G1nPeUhdmwjmKp588sk2ZntU2nn7PPMlzBv4fcnzwpahtGDx3AX5e+ZTXFbOVpG0t/fvoQX0888/X2Le319++WUb02qaUneXCLOlKa0q/D5knpI5Ntp2eGtS5s3YttTlq5TuUoq/7777tjEt0t3OXuo+U90y5txzzy1ztNnuC9kpBEEQBA15KQRBEAQNeSkEQRAEDT3nFGiV4Dwjy97JqW699dZtTHtiWleQZ3zzzTfbmHbLtJD17yWvvtJKK5XY+WPyiDPOOGOJp5pqqhJ7jQN5Q/K6bpdLbpZl8Z5HoAU322+SR/Tv4W91Dl6q1gO0GiB/6e0fWUNCKw7mSFyPTytwtib19cUaBuZEvNbFrcmlbu6F1iJeK0ILaNq4Ox/L/ANrHHydsi0jzz+tB9yewluYSl3bZ7cwoP7e8xpSvT9oRcPv8foNqVqL8PxzLXpLSufNJWmeeeYpsds5MDdB/p7/1tcTLVfcFkKqzxW2CGUthd/vr732Wplz+xip2+bX66HcWkOSfvnLX5bYj5nrls9Xrw9iLpX1D8w7+TpgPQRrcfpCdgpBEARBQ14KQRAEQUPPNhe0aHC5GOVUtCVwiaE7N/YFOj06nUH3UlI3vt2k6yCdBl3eRokgZYz8nt/+9rdtTLdMuh9OM800bezbbKlbnu5UwdFHH13mKC1jJzCnCqaYYooyRyrN3T9ZXk+polsA0AqBx/Ttt9+W2DtykaaiRNLtEM4666wyRzmrd++i5QKpP++eJklbbbVVGw8koeXxuz2DVNePVC1AKJOlkyvlky6vpFMoj98tDLw7lyTdeeedJXbZLFliyq4prfa16WtY6lJNfm54L1EK7u6+jzzySJlzKaXUpZp9ntQMr6XfszzffD5NPfXUbUzJqa8Bqdvx0J9Xfq9IXcrUrWhIadEex6ky76oodel50ugumefx94LsFIIgCIKGvBSCIAiChrwUgiAIgoaecwrkeZ0Do92sc75SlQmSm6UUizI751TdMkLqdm3zXADtu8nZbbrppm1Mawfv7CV1+UqXs9Lig/YTzlN/n3zS7cmd+5ak6aefvsTkL/03UPrK0nbPzVDaR/nkU0891cZuxyB15cTkPp3vpyUDbQr22WefNn7llVfKHKWuzuuye9pSSy1VYrdjkWrOgXI9Wle47YjnkaRqdy1VHpf23ZTf+m+VpGWWWaaNXb4tda+PWzRQLkn7A5c1Mn9FmTXlxW7hzevK/KJLiJkr+uSTT0rs55Q5QuZEKJv180RZJvNoPs/ub+wM6TmFBx98sN/jlbq25/73vHbMvfja4/phrtXP6UA2L/xcqZYIUMbfC7JTCIIgCBryUgiCIAga8lIIgiAIGnrOKVCX/dhjj7XxHXfcUeZ++tOfltj5budepa4u+KKLLiqxW8i+++67Ze7DDz8ssfPu5HXJYbt2nFYIp556aolpqewtLFn2Tv7erYLJS2+55ZYl9jJ/cqZXXHFFib39oyRttNFGbUzOmpp014eTv6edg1uM83zzeowePbrEbsvNc8qciNtw33TTTWWOlsRuT8G6CnLjzG/5uqXN86BBg0q81lprtTFrVciVu86f65+1ILzurjtnPQ354meffbaNaZNy+eWXl9hrBty2QpI++OCDEtMq4a233mpjtpw944wzSvzSSy+18UDtT6XagpPn9F//+leJaXvh9uW0KBnI2uWAAw4oc6z98HXKnCbvQ1qMu22Erxep2+bX6yOYK/JzKA2c87z11ltLzPonr9Hy+1cauMXs/yA7hSAIgqAhL4UgCIKgoWeXVN/2SdLmm2/exrRk8FJ2qW6r2F3J3SWlbkcul8aR5iF143JEdi4j1eHSUW4Jud3nVtUdGVmuTprHt8jc3pP6cBrBaQ5J2nPPPTUQXArIbSylsE6l0SGW33PwwQe3MWXJdN7ktRw5cmQb81qtuuqqJfZucDx+nn+X3NLxkhJhSjHd3XSRRRYpc9yGu5x1jz32KHN0k/Vr6VJQqTppSl17EJdPTzzxxGXuxhtvLLFTEKTrSBM6bTLHHHOUOUq0SQG7TJP3Dq04nCKirJcyZqc2ed/Rmubrr78usXdxo5z4sssuK7FfW1p4kFJxaTWfXVwjvN/dWodSXbckkSrtQ0dVrhl/VvC5QXsT2sv4uiWVSXluX8hOIQiCIGjISyEIgiBoyEshCIIgaOg5p+DSUKmWyZNLptWu8+yUS1KqSK7WZWnkMh966KESu3SRPNsqq6xS4o033riNWdpOvo883LLLLtvGbk0hdfMebsnATlO06PacCMvr3ZpZqlbTUrUAoMyXXK3LTmlBTOsK5+gpS6ZckhYfCy20UBuzUxwtDTwHNNlkk5U58tSedyI/T/uGe+65p8TOz5KbPfDAA0vsOQbns6XuefPuWJSrzj777CWmFNa5Z8pvaZPs8miXLUpdnv2oo45qY1qFMG82//zzl9jl3W6tIUmnnHJKid2ugrJeyj+9syKllcw/UEbr12fdddctcxdeeGGJPddEe3XmBdxignbdtPjgmncpLO87Stn9nPJ+YLdBlxvzXqG1C6XubqXNNU2LjL6QnUIQBEHQkJdCEARB0JCXQhAEQdDQc06BLR3dntV5QqnLS7v1K222aZ3wxBNPlNjtHNzGWeryl27f8Pjjj5c52jd47oI6ftpu07rW6zKoIb7ttttKPOWUU7YxeUPy3cOGDWtj8rZeii919fiuxWYLRHLyrg9nC0rakTunfeyxx5Y56td5feaaa642Jv/N3JFztWw1Sl7dOWzaWPC30w5k//33b2O3TZC6NRue/3rttdfKHHlq57CZD6J+ndf28MMPb2PPDUndVpKeY/O8mNS1lvfcBfNZrAHgOfZcDfX2b7zxRondesNzK33F3qqU9U203mALV/+9bi8hdS3TPS/oxyd1a4n82jHHyboFt7iRat6Av2egFsBsMcu2vm4Xwja4zIG++OKLJXZbbubc2Iq0L2SnEARBEDTkpRAEQRA05KUQBEEQNPRsnU0O2HnGBRdcsMy5j41UeVDWC9ATh1p35+HI7ZP7P+igg9qY+YZRo0aV2D1BaI9LrTvtf932mVa01BB7foW8LX1uXD/NOgvyx2xlOOecc7Yx8yfkETfbbLM2pm6ZFsrObVLLTq6TVseeU6AHEX2G/LNYk0Gu37lm8vPrrbdeiblm/LyR6yen7e0tvTalr3971VVXtTHXGutcyNF7vQTXD22qfV18n/2y50xoH80aAVrNu07++9qw+rodMWJEmXPvLKnmsOhzxvwQLdS9/Sj5+1lmmaXEiy22WBtzjbDmxOtKPC8pdWuhaO/tuVamZ+kV5ueJtRInn3xyib3Gh75I/K3+t1L1Qdtvv/30v0V2CkEQBEFDXgpBEARBQ8/0EWWbbj/LbStL9d0ig1tet0GWuqXhXmLPEnTKw1w+tvXWW5c5Sl29zHymmWbqd07qbnN9C0y7CVocOEXkFI/UlZZ9/PHHbUzKgfQRaRH/ey+nl7rUh9MV7DTFf+tSWNpckJbybnZSpRxpk0zprtNYpL9oH+C27aTvKPOlTNPle5RSb7jhhiW+4IIL2pjridfdrahJoZAS8u29VLvmsUPg2muvXWKXxm611VZljh3dnLqh1JjxiSeeWGKnl9gN0akZHj9tz2m94RQjrddJydHi2mkfWulQ+rriiiv2ewykSJ0O5ufwGGhz4XJi2pcMRBHRupzf6/Qdpey0TF9ggQVK7LJfWopTQt8XslMIgiAIGvJSCIIgCBryUgiCIAgaera5IBf12WeftTHzBGxd6LmApZdeuszR9nXIkCEldo6ePBylsG4R7W0wpWpxK1W5Ia2lWcZPaw4vhT/kkEPKnNsVS9VegKX4tCN3Pp+yRpd3Sl2bC7ebZq6FMl+3AHHuUuraUXiZPI/X14DUtZN2aTJlmLvttluJPR/kMlipaynhMkFKCAmXMUq1fSIlwfyst956q425ppnT8fwEeXXmOXjePM/h+RKpey485vWgzbNz5Tz/vD+YD/J8Ea0feA/7eaR8mO0gPTfDNcAcCW3p/bqPN954ZY72IJ7nYAtg5nRcFn/66acPePy33357id12m7YvbgUk1ZwI7zvaq3sek21WafnOlqEuY6btC/O/fSE7hSAIgqAhL4UgCIKgIS+FIAiCoKHnnAKtap955pk2Zgk9+T7nsciPMU9AfswPj7YKtI3wcnxyprSP9jwHdeQ333xziWkv7cdMfTe1+26fy1aktKpw+2vXyEvVwkPqnnPXf9PmnL/P8xFspcp/63w3deW0P6BduXO35FdfeeWVfj/LeX+pWyPjtiTUkbPOxVsTSjVHQv03cwxu677tttuWOV47t0ahNpy5L3LpzoezbSZrW7xuh5YLtIVwiwPWejDPMfXUU5fYa1J4PajH93troPoNqd5LE000UZnjeSN/73UMzLXwWeBgPojtXt2+heeUuSPmAr755ps2Zk6K59xzY6x74W/19bXyyiuXOeZ0uBY9B8rniNuE94fsFIIgCIKGvBSCIAiChp5tLuiM6FQBqRnGblvA7T230gPJ3WiNwK21yxpZNk6LDLc0oJSS20A6SLoEl52NaB9w3XXXtbHLYCXpxhtvLLHTVpSkejclqUtF+TbxhBNOKHN0lHT3TNJslAg7begSTalr03HooYeW2K0Sfve735U5uqb6tv1vf/tbmXNppVS7VPHaURJJmsEleqRQ6EzrXdropEvprtsfDB48uMzRuoKSVL9e11xzTZn77rvvSuxurFxPdJ51qwd29mLnNVoyeEzX2nfeeaffmFQTHZOdHmM3Qdo1MPbzRksM2rNsscUWbUxbC1I1vmZoY0GLGFJCTjGuuuqqZY5SdqeiHnvssTI3kFUF3VYpsaUc15+DPE+9IDuFIAiCoCEvhSAIgqAhL4UgCIKgoeecAuWILi0lr87OQF5G7lJWqctlUtLm3BulWcOGDSvxLrvs0sbkfClZ22677dqYMlnmLihVfPbZZ9uYkrU777yzxM5Jkhv045WkO+64o43ZTYk8KG0uvBsZO1jRHtvlreuuu26Ze/3110vsnD1zBrPOOmuJaYXilsu8zpTyujyUthxXXHFFie+77742Zl6D+awpp5yyxH4t2YGLeRyXTFIq6py1JM0333xtzDXAjnXMr7hVglsxS13+2KXItI9mlzaXgx522GFl7oUXXigxc31+3Xn+aWvj+RbmZZhPcetvdkRjV0Z+r+eWzjnnnDLH+8PX5quvvlrmeM+6/Tr/ljkq/h63K2c+hZ0I/ffxPPFv3fKdFj20saFlukuTefy9IDuFIAiCoCEvhSAIgqAhL4UgCIKgoeecwi9+8YsSe+k++TG3rZWqtvfII48sc87FSl2bC+epqcf1do9Stw2og+0sR44c2ca0MCCvvvDCC5fYdeXUkfOYnFd3/bDUtT9wbpNadpbXsw2l87rU7l955ZUldjtytlYkH+7W32zLSG01bao91zRo0KAyx3PuPDX1627tINXaFvLSrLPg9x544IFtTL6VdRhuCUCumcfonD217LSl9voB/j3XD3Njnm/hemfth68Z2orQdpu5JT83tC/hOvC1yO+hJYbX09DW2a1CpO7vc80962t4f3ht0YUXXljmaE/+xz/+sc9/J3XtKGgZ49eDFvysBfGcFa0pmPN0m33PF/YV+z0q1XvC87m9IjuFIAiCoCEvhSAIgqChZ5dUlkv71mjPPfcsc5Sk+naHVIw7OUpdB0OXsFGGSZrEt1Hc9tHuYP31129jl5hK0pgxY0pMmwWXj7mzqVSlZFKVu9IplDJB/x63x5Aq5SN1O7y5hJXdo2gB4HI+2ioQY4/9f/7fcNJJJ5U5Uly0WXDJJztYkWpyawvKC2l74dYb7DZGCoJSWKdF9tprrzJHKsopIrp9cvvv9BetTvi5lFO6pQGlibRZcHsWOtoee+yxJXb5LY+JlBapDpeGUwJ56aWXltipG1pg8J51ywxKpyl5nmKKKUrs8mPSIjwXLmclXUTHZ6e4KBdm1z92bXMKlQ6rpJZdXuz3ldSlbZ944ok2nmmmmcrco48+WmJeO+/iRjk0LT/6QnYKQRAEQUNeCkEQBEFDXgpBEARBQ8+SVJZ3OydMWwjKulzOyq5m3pVNkk4++eQSzzvvvG1MySClit6Zba655ipz5Fv9+GnPcOqpp5aYfL7LBC+++OIyxy5tzuvSfplcp8vQvOOZ1OVM2VHM5a3ku2n14PkHcuW0MHCZnXeZ6uuY+G9Hjx7dxrQ3oSWDW4GTtyXP6xJD5jVoKc5uZG4BT4v0aaedtsR+3Znrcm5fqmvC82BSN4fAdey8L2WlTPl5HmTcccctc8yv+Pf42pK6tuE8Ru+eSCt22sJ43oOdvmjR4FJYynyZY2N+yHOGtChh3slls8wR0p7F512qLnWfDexQ59Y7nhuSatdFqdqzTDfddGWOuS8H1wC7JXI9rbfeem1MWe9mm23W7/f8D7JTCIIgCBryUgiCIAga8lIIgiAIGnrOKXjbOanWItC+YY455iixWwPT6tjrBaTKZUpVE03dL3l1r1tgq07a2jrvS80zdeV+/JK01VZbtTHzJyy3dwsQ2iC/++67JV5++eXbmLUetN5wvl6q+nByqAcffHCJXVvNsn1aifh5Ij/PnM6QIUNK7HkE6rKffPLJEq+11lpt7PbQUvf6uBWKt/zk8UpdywmvgWBOgefc81BDhw4tc25zLtVcBq02aJFOfb7bfbMu4csvvyyx22XTXoY5Hv89zHVR+77NNtuU2LlzavXZ6tZzZbRxfu+990rsPDvzfLyXWIvj54mtbJlf8dwFa4mY1/TfxzXg9QJS99o5aBXC54bf38zLcH15fohWJ+edd16J+bz1dTFixIgyl5xCEARB8L9CXgpBEARBQ14KQRAEQUPPOQVq7F3f7rUEUldn7vpicnT8XPooeR6BXD85eteVk2Ok3a9r7qmDJ2dH7tk5efrn8G/9e2hhTa529dVXb2NvmSl1rb/pWeQcK3MK9IhyHyLmWlij4bptb2EqSZdddlmJ6Xvj/jOs9SDX7FwudeSsZfFzwZwCLd7Jt7oNNHlcb78pVS6a3lm0k/ZjJl9PPyy2tvVcAG2Q+T2HHHJIG1PnTztpX9e0j+Z9SCttr3Vh20/WD/h1fuONN8ocOWz3Pnr55ZfLHNc08yseX3XVVWWOLWfdt+pXv/pVmfN6JqnmOZkzYI0Pa3G8JsCvjdRtL+rPNlqKsz7L1x49oOjd5FbyknTmmWe2MZ+RvSA7hSAIgqAhL4UgCIKgoWf6iHLDccYZp43Zhequu+4q8ccff9zGpCsoF+P22SWTlKuuueaaJXa7DXZ1Yqcv/z2kEZZeeukS03bYrRW4PfNuY1KV+lFGSjps7733bmNSNbTT4O/Zaaed2phWuuyE59YDlAG67E+qtA674tHimufcrYRJX7B037uRkT7ilt4/17tmSV1rYHaW83NDiw/aPL/99tttTKmx0yBSlR8OHjy4zJFW47x3LqMkmNfjBz/4P7csqUvaJLs1Ddea35NS1xrFJZG09ODa8252lMmStv3ggw/6Pd6zzjqrxJS+OhVFK3bSVH6MfB65zYtUaTZaetAOntSsP5NoUU9ax7tMUo5O2txbFfAYSE/OOOOMJXarc1KvvSA7hSAIgqAhL4UgCIKgIS+FIAiCoKHndpy0tXWLX0rjvB2cVPk/2vtStsWcg0szmVPgZ3npOMvgeUwuByXfSruAF154ocRu+8xjYEvBP//5z21MWSbtmN0qgXPOR0pdS1wHpYm0Y/Z2nZ4bkroWvs4Jk4MnB+y21FLlNmnNzDyU87qU7lKa6Bz89+WzuLzdasBzBlJXKupr3mV+UtfKYtddd21jtkOl9cPkk09eYr/WboEudWWO3raR8mGeY893kXOn1NVlpVJdi/fff3+Zo22HX3fKJ2mZ7hYxPH5i+PDhJXae/Q9/+EOZG3/88Uvs65g29H5PSvV+5ufQwoc5K7eQYY6EtuF+r1FW6vlEqVq7eAtZqfts4O9xWwzmAV1C2x+yUwiCIAga8lIIgiAIGvJSCIIgCBr+H+cURo0a1cbU+ZO/d751hRVWKHOXXHJJianh9lJ4t9GWql5dqvylWzFL0tprr11ib99Hi9uTTjqpxLT79lJ+lsEzv+JtQamZpzZ5hhlmaGPWFlCrv/jii6s/sHaC3KzbU/C6LrzwwiX2eZ4X5kjIpbtN8k9+8pMyR+27c5+0UycH75YTzDNRG05O2PX41HuzNsRtR6jNJ0fv68trCaSu/TXzUJNMMkkbk4cmB+ztUcmrs12q11L4v5O6tSD8LG9DyXoI3odep0C7Btau+PpibQQtYni/ePta5vk+/fTTfj+LeTJ+j68v5h+Y32Iuz88r6x9YR+XPSebyaKXteSjWKfC8zTbbbCV2uxbmE/nb+0J2CkEQBEFDXgpBEARBQ8/0EbcdA0nwaBPh86Ri/HOk7lbIY7qKbr311iV2Gd1TTz1V5qabbroSu4uqy+SkriyQ22WnwLjFJR3mNBC3uC6Fkyrtwy0jfzslhC6nJF1E6aXbLtABk66iTgENGjSozLHLGS0+fCtOuotl/k677bfffmVuiSWWKLEfM+kjlvyfeOKJJXZ5JZ1aSR34mqcdC7/HpYp+zqQuVfDKK6+U2D+bth2UObqbKc8pHTx9zVBGSsqUFJGvL1o7UPLstAndiZ0+laoVBLuc3XDDDSWmE6pbZJBCIeXoNCIltaS7/bp7xzmpOiJL3XvYzwW78dEB+vDDD29j0oJOx0uV4n3rrbfKHCkt0rrPPvtsv3O0m+kL2SkEQRAEDXkpBEEQBA15KQRBEAQNPVtnkzt3qeKwYcPKHGWnI0aMaOOjjjqqzLndtdTlj71DFDso0VLC5WHkHFlu78dMDpsduMjdOi839tj1vUpO1TlU2kIwl+FcILlY2lSzw9iRRx7Zxm6jLXWtQzzHwDwAO2ftv//+bcwObryWtAvxc8z8D62ojz322DYmv73JJpuU2CWpzOHwOq+22moldnnovffeW+b8/Ev13NC+gfkgt7z2cyZ1uWXmg/z37bDDDmWOdi1uTc280xZbbFFil7py/VBS+/Of/7zEblvNTmXvv/9+if2zyY0zZ7Xyyiu3MbuPuc281M2RuKyZttrMUXlHPuYu3CpEqnkDrkvaRNACx2XxfJZRnut5P+ZS2UHQnyPMj1JyTnsTt2ChnUYvyE4hCIIgaMhLIQiCIGjISyEIgiBo6LlO4fXXXy+x8+HO+0vdHINrq8lHOscoVVsLqbbnJBdI+2K34b7uuuvKHHld54TJZVLbTosDj4877rgyxzoLt1wmZ73UUkuV2HXZ3p5S6vLQ5POd+1x11VXLnNvwSjVv4K1FpW47VM/NUJvvtgNSl2996KGH2pj21/xez7ew7uWaa64psc+7nlvqcvC0Z/bz5LbsUtcSw+te3LZZ6v4et8Rg61SeN/Lhfn2YP2ErWNfUuw241NXju4047RlY90KLDM/tUddP3bzfLxtssEGZ43nis8LB+gfWDPiaZ46KNTN+v/AYmPP0a8fnD+0/3OJdqrkw3t8bb7xxid988802Zo6WFvBuA8Pzz1wY84C+xvncoJ1GX8hOIQiCIGjISyEIgiBo6FmSSorFaSBKFenw6c6PE0wwQZk74YQTSuzyVal2bWPJ+UBbYnYyYnm6UwW0drjnnntKTPdM3+67FFHqbk2dnaNlwejRo0vsFAWtNW666aYSUybrHdLmnHPOMkdKwq8BJZA8p+7kSlqNJfOU8rpdCOWqlODtsccebczjp3OorxG6upKe4Lp1KS+/h+vY559++ukyd/XVV5fYrSpID7k9g9Tt4nb++ee3Mc8pqQG/H0iJsuucS1RprUFagZSXUx10JCWV7JYS5513Xpk7+uijS+x0Mak+0qlO30l1PZH1pjWN00mkHw844IASu2yWFiXuNNvX9zql5WtY6sqWvavbd999V+YoQZ922mnbmN3enJaVqkutVNcBu7JRCtsXslMIgiAIGvJSCIIgCBryUgiCIAgaes4p0HrAOe6JJ564zFGK5dwny+1p88wOXc7ne5m4VPlVqVohs7sV5WLONX/44Ydljpzj9ttvX2LnEZ0PlqQll1yyxG4nQAsMSnf999xyyy1lbtFFFy0xbXpdgsvcBTlHt+2lLJO5DOdbWTLPPIF365Kkxx57rI1pSULbapeobrrppmXu4IMPLvGOO+7YxoccckiZY56A/L7nncj5Uq7nv48cMC1KJpxwwjamfQNls8xPeH6I0kped+/mNZC8U6rWFY8//niZo/UJr49bLrNDHfl7X7fMkzH34t36eEzMmzH/6Nea55Q2JJ4jYYdA3ncuZad9OrvmsZOZ26rw3p9qqqlK/OSTT7Yxn0fM8XhOgXYfPH7KgD1HSjluL8hOIQiCIGjISyEIgiBoyEshCIIgaOjZ5oKcnVsNsBUedbRet0AukzbP1Po6d04ujXULa621VhtPNtlkZY46YOf0yDtTm0we0flkt8aWulp955ppS8DWpF76fswxx5Q5WgP750qVX2arRdoiu10ILRj4t172P+WUU5Y5t0+Xuvkg153zuvK6e70K7a/J9XstBc83W48yP+F5AuYjnFuWai0LbSGo+/c1wXoO5n/YGtbBXBhzF24DzXqHH/ygpgj9XNA6xC2fpW6+yDl7WpLQNsV/L+doA+P5RtZGsI0vcwp+v7uFuNTNOzmXznuHtvO+vniPMifCGg3PgzDHyeeI16swzzfDDDOU2HMzbDnrbT2lbttSb2vKXDBzY30hO4UgCIKgIS+FIAiCoCEvhSAIgqCh55wCbWzHjBnTxmzX9+ijj5Z4oYUWamO2uyP3z/Z9XhPA+gf35ZFqG0RvRSh1uULXug8ZMqTMjRw5ssTMkXgLTteNS92ciVvtUu9N7tn16rR8ZltJcpLOPXt9gFR9kaT6e+kNRI8otxW+4IILyhx9n8jfe+7CfV+krlWzWwXTn4U1DX4uJp988gH/lnzy3Xff3casT/FjkGrtB7l9euR4fQFzIq5Pl7r5CbeAp5X8xx9/XGLPIzDH5n5FUq2Lee655wb8XNYXuLafc9TjO6/O+5tW+Y888kgbzzfffGWONUv0UfJ6KP5Wfq8/n9ybSeq26vXfQ98ztlbls81zk7x3WMfjeR3ms5iP8NaevFa0SGd9kN8fzF8xt9cXslMIgiAIGvJSCIIgCBp6trmgdPGdd95pY8rz2IHLt+mnnXZamaNEip/lMkGWjbPzmlMq3CJSAukUEbeETg9JXWsO35Z/8cUXZY4l505J0FaBlspuM0ybC/5bt6qQpK+++qqNSfNwm+70Em21vbxekp5//vk2pn3D119/XWJun70zm9NQkrTzzjuX2CmVhx9+uMyx456fN+/YJnW3+7QocekfradJ+zz11FNtTMkm5ZT+e7idp3UzaUSny84555wyR6rp3HPPbWNSWpTj+lqkLQSpM9qbON1H62za0vtapNX3P//5zxL7vcQOgbT4IG3rn33kkUeWOdpwOyVEepg2HW5XPmrUqDLH80bqxp8VtIyhDbrTcG5rLnVpUD/nfMass846JabcePDgwW3MTpC9IDuFIAiCoCEvhSAIgqAhL4UgCIKgoWdJahAEQfD/f2SnEARBEDTkpRAEQRA05KUQBEEQNOSlEARBEDTkpRAEQRA05KUQBEEQNOSlEARBEDTkpRAEQRA05KUQBEEQNPxfCsGXmAuTrJ0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "from numpy.random import randint\n",
    "# 绘制100*100的随机整数numpy数组\n",
    "# 每一个整数的范围是: [0,255]\n",
    "x=randint(0,256,size=(100,100))\n",
    "# 显示出来\n",
    "plt.imshow(x, cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 6. 给局部狗图添加噪音](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#gQZCXSkJ2SkxYtC8zuEeom) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "import cv2\n",
    "import numpy as np\n",
    "# 用opencv读取 dog.jpg 的灰度图形式\n",
    "x = cv2.imread(\"dog.jpg\",0)\n",
    "# 截取图像的 高[500,1100) 宽[100:600)部分\n",
    "x = x[500:1100, 100:600]\n",
    "# 获取图像的高度->h, 和宽度->w\n",
    "h, w = x.shape\n",
    "# 生成高h宽w的正太分布随机值数组，并把每一个值都放大20倍 -> 生成噪音数组 noise\n",
    "noise = np.random.randn(h, w) * 20\n",
    "# 把原图 + 噪音 生成混合噪音图\n",
    "x_noise = x + noise\n",
    "# 显示出来\n",
    "plt.imshow(x_noise, cmap='gray')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
